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Neural network-based model for dual-junction solar cells

หน่วยงาน Nanyang Technological University, Singapore

รายละเอียด

ชื่อเรื่อง : Neural network-based model for dual-junction solar cells
นักวิจัย : Patra, Jagdish Chandra
คำค้น : DRNTU::Engineering::Electrical and electronic engineering::Power electronics.
หน่วยงาน : Nanyang Technological University, Singapore
ผู้ร่วมงาน : -
ปีพิมพ์ : 2553
อ้างอิง : Patra, J. C. (2010). Neural network-based model for dual-junction solar cells. Progress in Photovoltaics: Research and Applications, 19, 33-44. , 1062-7995 , http://hdl.handle.net/10220/7097 , http://dx.doi.org/10.1002/pip.985 , 152420
ที่มา : -
ความเชี่ยวชาญ : -
ความสัมพันธ์ : Progress in photovoltaics: research and applications
ขอบเขตของเนื้อหา : -
บทคัดย่อ/คำอธิบาย :

Design and development of solar cells can be substantially improved by using models which can provide accurate estimation of complex device characteristics. The artificial neural network (NN)-based models which learn from examples is an effective modeling technique that overcomes the deficiencies of conventional analytical techniques. In this paper, we propose NN-based modeling techniques for estimation of behavior of dual-junction (DJ) GaInP/GaAs solar cells involving complex phenomena, e.g., tunneling effect and complex interactions between the junctions. With extensive computer simulations we have compared performance of NN-based models with that of a sophisticated device simulator, ATLAS form Silvaco. We have shown that the NN-based models are able to estimate the solar cell characteristics close to that of the experimentally measured response. Compared with the response from ATLAS-based models, the NN-based models provide better results in estimation of tunneling phenomenon, determination of external quantum efficiency and I–V characteristics of DJ solar cells.

บรรณานุกรม :
Patra, Jagdish Chandra . (2553). Neural network-based model for dual-junction solar cells.
    กรุงเทพมหานคร : Nanyang Technological University, Singapore.
Patra, Jagdish Chandra . 2553. "Neural network-based model for dual-junction solar cells".
    กรุงเทพมหานคร : Nanyang Technological University, Singapore.
Patra, Jagdish Chandra . "Neural network-based model for dual-junction solar cells."
    กรุงเทพมหานคร : Nanyang Technological University, Singapore, 2553. Print.
Patra, Jagdish Chandra . Neural network-based model for dual-junction solar cells. กรุงเทพมหานคร : Nanyang Technological University, Singapore; 2553.